AI_Dev_Ea

Changing a prompt can alter tool selection even when ordinary chat examples still look correct. Treat prompts, model settings and retrieval rules as deployable artifacts with review history. https://ai-software-development.net
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Before wider exposure, compare the candidate against a fixed evaluation set and inspect failures by workflow. An LLMOps release process should block promotion when a protected behavior regresses, even if the average score improves. tvb now,tvbnow,bttvb* r" m1 a8 H3 d6 p8 n; S. o

; q; f& \' M* t+ _An <a href="https://ai-software-development.net">AI deployment workflow</a> needs a tested rollback path for application code and model configuration. Compatibility matters during a partial rollback. An older prompt may depend on a tool schema that a newer application no longer provides.